{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mikeio import Dfsu, Mesh\n",
    "meshfilename = r\"C:\\Program Files (x86)\\DHI\\2020\\MIKE Zero\\Examples\\MIKE_3\\FlowModel_FM\\ELOS\\Odense_Estuary\\Data\\Bathymetry\\odense_rough.mesh\"\n",
    "\n",
    "msh = Mesh(meshfilename)\n",
    "msh.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get a list of land nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x28a3a597d88>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ncland = msh.get_node_coords(code=1)\n",
    "\n",
    "plt.scatter(ncland[:,0], ncland[:,1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get element coordinates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ec = msh.get_element_coords()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate distance to closest land node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 0\n",
    "ne = ec.shape[0]\n",
    "d = np.zeros(ne)\n",
    "\n",
    "for i in range(ne):\n",
    "    d[i] = np.min(np.sqrt((ec[i,0] - ncland[:,0])**2 + (ec[i,1] -ncland[:,1])**2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "msh.plot(z=d,label=\"Distance to land (m)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Store result in a new Dfsu file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1, 654)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = list()\n",
    "data.append(d.reshape(1,-1))\n",
    "\n",
    "data[0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from mikeio.eum import ItemInfo\n",
    "dfs = Dfsu()\n",
    "dfsufilename = r\"distance.dfsu\"\n",
    "dfs.create(meshfilename, dfsufilename, data, items=[ItemInfo(\"Distance to land\")])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clean up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.remove(dfsufilename)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
